{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "0b9ffbb2-8d33-eb0c-5a42-0733bdc3b74b",
    "_uuid": "e14f65723f5ac826104e861c45e58525740d8b2a"
   },
   "source": [
    "# Bikeshare数据集 - 数据探索\n",
    "\n",
    "1、\t任务描述\n",
    "请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数据上进行回归分析。根据每天的天气信息，预测该天的单车共享骑行量。\n",
    "\n",
    "原始数据集地址：http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset\n",
    "1)\t文件说明\n",
    "day.csv: 按天计的单车共享次数（作业只需使用该文件）\n",
    "hour.csv: 按小时计的单车共享次数（无需理会）\n",
    "readme：数据说明文件\n",
    "\n",
    "2)\t字段说明\n",
    "Instant记录号\n",
    "Dteday：日期\n",
    "Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "yr：年份，(0: 2011, 1:2012)\n",
    "mnth：月份( 1 to 12)\n",
    "hr：小时 (0 to 23)  （只在hour.csv有，作业忽略此字段）\n",
    "holiday：是否是节假日\n",
    "weekday：星期中的哪天，取值为0～6\n",
    "workingday：是否工作日\n",
    "1=工作日 （是否为工作日，1为工作日，0为非周末或节假日\n",
    "weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "temp：气温摄氏度\n",
    "atemp：体感温度\n",
    "hum：湿度\n",
    "windspeed：风速\n",
    "casual：非注册用户个数\n",
    "registered：注册用户个数\n",
    "cnt：给定日期（天）时间（每小时）总租车人数，响应变量y （cnt = casual + registered）\n",
    "\n",
    "casual、registered和cnt三个特征均为要预测的y，作业里只需对cnt进行预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "2ba3154a-c2aa-3158-1984-63ad2c0c786a",
    "_uuid": "5eb696b95780825e94ddb49787f9fa339fc3833b"
   },
   "outputs": [],
   "source": [
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "21fa35be-878b-b4f2-ef6e-68dc070b8bfa",
    "_uuid": "73aee228226be55c0c8a6e4fcbf818c56cd94926"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(r\"D:\\AI\\machine_learning\\day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train : (731, 16)\n"
     ]
    }
   ],
   "source": [
    "# 样本数目和特征维数\n",
    "print(\"train : \" + str(train.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有缺失数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "be11c1c7-acfe-cb9a-bc81-95d461b884c5",
    "_uuid": "b53750ea6a3a2a02aa4297f5401e29c2f4d92e31"
   },
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 离散特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类别型特征的取值不多\n",
    "类别型特征可以采用独热编码（One hot encoding）/哑编码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 数值特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000021EE6A322C8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000021EE6CD9708>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000021EE6D0BD08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000021EE6D465C8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 特征与目标之间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 每年骑行量的分布\n",
    "violinplot中用x表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21ee512edc8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr',\n",
    "                        'cnt']],\n",
    "              x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2011年和2012年的分布差异很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 一年中每天的骑车量\n",
    "用颜色参数hue表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear',\n",
    "                           'cnt',\n",
    "                           'yr']],\n",
    "             x='dayofyear',y='cnt',\n",
    "             hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每年开始和结束的数量少，中间多，骑行量和季节/月份有关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3 季节与骑车数量的关系\n",
    "violinplot得到详细分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21ee8a78f48>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season',\n",
    "                        'cnt']],\n",
    "              x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能看出来每个季节骑行量的分布不同\n",
    "barplot利用矩阵条的高度反映数值变量的集中趋势，以及使用errorbar功能（差棒图）来估计变量之间的差值统计。\n",
    "谨记barplot展示的是某种变量分布的平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "骑行量和季节的关系就很明显了：第2、3、4季度的骑行量明显高于第1季度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.4 月份与骑车数量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth',\n",
    "                       'cnt']],\n",
    "           x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.5 天气和骑车数目的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit',\n",
    "                       'cnt']],\n",
    "           x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.6 工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21ee8898c48>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.7 数值型特征和y之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21ee9d4ba48>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"casual\",\"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度高度相关\n",
    "目标cnt与温度正相关、湿度和风速负相关"
   ]
  }
 ],
 "metadata": {
  "_change_revision": 0,
  "_is_fork": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
